with LLM-assisted feature extraction
The target document most closely matches Marcus Hale's writing on three independent dimensions: structural-theoretical framing, syntactic complexity, and rhetorical use of evidentiary appeals. The signal strength is medium — the candidate samples are short (≈50 words each) and a single course can homogenize student style. We recommend pairing this analysis with a brief follow-up writing sample collected under controlled conditions before any disciplinary action.
Marcus Hale
Primary attributionThe target document is the strongest match for Hale's known sample. Both share a specific rhetorical move — invoking a continental theorist (Furet in the sample, an unnamed but Foucauldian register in the target) to authorize a structural over an ideological reading of the Terror. Both rely on noun-phrase nominalization ("identification which forecloses," "horizon of permanent emergency") at a rate atypical of the other candidates. Both use em dashes for parenthetical theoretical clarification rather than for rhythm.
- ›Em dash used as a clause-separator for theoretical aside (3× in target, 1× in sample of 50 words) — absent in Tran and Vasquez samples
- ›Nominalized abstractions per 100 words: target ≈ 9.4, Hale ≈ 8.1, Tran ≈ 1.2, Vasquez ≈ 0.0
- ›Function word "as" used as evidentiary appeal ("as Furet has argued," "to read its decrees as expressions of ideology") — characteristic of Hale's argumentative posture
- ›Sentence length: target mean ≈ 32 words, Hale mean ≈ 31 words, Tran ≈ 21 words, Vasquez ≈ 19 words
- ›Absent in target: contractions, first-person pronouns, conversational hedges — all present in Tran and Vasquez samples
Emily Tran
Tran's sample shares the structural-not-ideological framing with the target, but her register is markedly more colloquial. Her sample contains contractions ("didn't," "isn't") and conversational connectives ("What's interesting," "He's just naming") that are entirely absent from the target document. The shared frame reflects course material more than authorial signature.
- ›Contractions present in sample, absent in target
- ›Sentence-initial "What's interesting that" / "He's just" — characteristic conversational opening absent in target
- ›Mean sentence length divergence (21 vs 32 words)
Priya Vasquez
Vasquez's sample is conversational and first-person-heavy ("I think we tend to forget," "People weren't really thinking"). The target uses no first person, no rhetorical questions, and no imagined dialogue — the three most characteristic features of her sample. Attribution is unlikely.
- ›First-person plural pronouns: 4 in sample, 0 in target
- ›Sample uses imagined-dialogue device ("oh, what's the right balance"); target does not
- ›Sentence length divergence (19 vs 32 words)
- ⊘Candidate samples are short (~50 words each). Stylometric confidence increases sharply above 300 words per sample.
- ⊘Course material can pull student writing toward common vocabulary and frames, suppressing individual signal.
- ⊘AI-assisted writing is not detected by this analysis. If ghostwriting via an LLM is suspected, additional methods are required.
- ⊘This report is investigative, not evidentiary. Use as one input alongside human judgment.